Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	56
Missing cells	328
Missing cells (%)	20.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.1 KiB
Average record size in memory	221.6 B

Variable types

Numeric	26
DateTime	1
Categorical	1

Alerts

`df_index` is highly correlated with `SleepRegularity`	High correlation
`Bedtime` is highly correlated with `TST` and 4 other fields	High correlation
`TST` is highly correlated with `Bedtime` and 5 other fields	High correlation
`WASO` is highly correlated with `NOA` and 3 other fields	High correlation
`Waketime` is highly correlated with `Offset` and 1 other fields	High correlation
`TIB` is highly correlated with `Bedtime` and 5 other fields	High correlation
`NOA` is highly correlated with `WASO` and 2 other fields	High correlation
`LSD` is highly correlated with `Bedtime` and 5 other fields	High correlation
`DSD` is highly correlated with `BS` and 1 other fields	High correlation
`REMSD` is highly correlated with `SS` and 2 other fields	High correlation
`SS` is highly correlated with `TST` and 5 other fields	High correlation
`MS` is highly correlated with `REMSD` and 2 other fields	High correlation
`BS` is highly correlated with `DSD` and 1 other fields	High correlation
`SE` is highly correlated with `WASO` and 2 other fields	High correlation
`SMI` is highly correlated with `WASO` and 3 other fields	High correlation
`AI` is highly correlated with `WASO` and 2 other fields	High correlation
`REMP` is highly correlated with `REMSD` and 1 other fields	High correlation
`SWSP` is highly correlated with `LSD` and 2 other fields	High correlation
`Onset` is highly correlated with `Bedtime` and 4 other fields	High correlation
`Offset` is highly correlated with `Waketime` and 1 other fields	High correlation
`TSDP` is highly correlated with `Bedtime` and 5 other fields	High correlation
`Midpoint` is highly correlated with `Waketime` and 1 other fields	High correlation
`SleepRegularity` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `SleepRegularity`	High correlation
`Bedtime` is highly correlated with `TST` and 5 other fields	High correlation
`TST` is highly correlated with `Bedtime` and 5 other fields	High correlation
`WASO` is highly correlated with `NOA` and 2 other fields	High correlation
`Waketime` is highly correlated with `Offset` and 1 other fields	High correlation
`TIB` is highly correlated with `Bedtime` and 5 other fields	High correlation
`NOA` is highly correlated with `WASO` and 2 other fields	High correlation
`LSD` is highly correlated with `Bedtime` and 5 other fields	High correlation
`DSD` is highly correlated with `BS` and 1 other fields	High correlation
`REMSD` is highly correlated with `SS` and 2 other fields	High correlation
`SS` is highly correlated with `Bedtime` and 7 other fields	High correlation
`MS` is highly correlated with `REMSD` and 2 other fields	High correlation
`BS` is highly correlated with `DSD` and 1 other fields	High correlation
`SE` is highly correlated with `WASO` and 2 other fields	High correlation
`SMI` is highly correlated with `WASO` and 3 other fields	High correlation
`AI` is highly correlated with `NOA` and 1 other fields	High correlation
`REMP` is highly correlated with `REMSD` and 1 other fields	High correlation
`SWSP` is highly correlated with `LSD` and 2 other fields	High correlation
`Onset` is highly correlated with `Bedtime` and 5 other fields	High correlation
`Offset` is highly correlated with `Waketime` and 1 other fields	High correlation
`TSDP` is highly correlated with `Bedtime` and 5 other fields	High correlation
`Midpoint` is highly correlated with `Waketime` and 2 other fields	High correlation
`IsWeekend` is highly correlated with `Midpoint`	High correlation
`SleepRegularity` is highly correlated with `df_index`	High correlation
`Bedtime` is highly correlated with `TST` and 3 other fields	High correlation
`TST` is highly correlated with `Bedtime` and 4 other fields	High correlation
`WASO` is highly correlated with `NOA` and 1 other fields	High correlation
`Waketime` is highly correlated with `Offset`	High correlation
`TIB` is highly correlated with `Bedtime` and 3 other fields	High correlation
`NOA` is highly correlated with `WASO` and 1 other fields	High correlation
`DSD` is highly correlated with `BS` and 1 other fields	High correlation
`REMSD` is highly correlated with `SS` and 2 other fields	High correlation
`SS` is highly correlated with `TST` and 2 other fields	High correlation
`MS` is highly correlated with `REMSD` and 2 other fields	High correlation
`BS` is highly correlated with `DSD` and 1 other fields	High correlation
`SMI` is highly correlated with `WASO` and 1 other fields	High correlation
`AI` is highly correlated with `NOA` and 1 other fields	High correlation
`REMP` is highly correlated with `REMSD` and 1 other fields	High correlation
`SWSP` is highly correlated with `DSD` and 1 other fields	High correlation
`Onset` is highly correlated with `Bedtime` and 3 other fields	High correlation
`Offset` is highly correlated with `Waketime`	High correlation
`TSDP` is highly correlated with `Bedtime` and 3 other fields	High correlation
`df_index` is highly correlated with `Date` and 6 other fields	High correlation
`Date` is highly correlated with `df_index` and 26 other fields	High correlation
`Bedtime` is highly correlated with `Date` and 11 other fields	High correlation
`SOL` is highly correlated with `Date` and 2 other fields	High correlation
`TST` is highly correlated with `Date` and 12 other fields	High correlation
`WASO` is highly correlated with `df_index` and 11 other fields	High correlation
`Waketime` is highly correlated with `Date` and 7 other fields	High correlation
`TIB` is highly correlated with `Date` and 12 other fields	High correlation
`NOA` is highly correlated with `df_index` and 9 other fields	High correlation
`LSD` is highly correlated with `Date` and 13 other fields	High correlation
`DSD` is highly correlated with `Date` and 5 other fields	High correlation
`REMSD` is highly correlated with `Date` and 8 other fields	High correlation
`ARR` is highly correlated with `df_index` and 2 other fields	High correlation
`SS` is highly correlated with `Date` and 9 other fields	High correlation
`MS` is highly correlated with `Date` and 8 other fields	High correlation
`BS` is highly correlated with `Date` and 2 other fields	High correlation
`SE` is highly correlated with `df_index` and 15 other fields	High correlation
`SMI` is highly correlated with `Date` and 13 other fields	High correlation
`AI` is highly correlated with `Date` and 8 other fields	High correlation
`REMP` is highly correlated with `Date` and 11 other fields	High correlation
`SWSP` is highly correlated with `Date` and 8 other fields	High correlation
`Onset` is highly correlated with `Date` and 13 other fields	High correlation
`Offset` is highly correlated with `Date` and 7 other fields	High correlation
`TSDP` is highly correlated with `Date` and 10 other fields	High correlation
`Midpoint` is highly correlated with `df_index` and 16 other fields	High correlation
`Day` is highly correlated with `Date` and 2 other fields	High correlation
`IsWeekend` is highly correlated with `Date` and 3 other fields	High correlation
`SleepRegularity` is highly correlated with `df_index` and 5 other fields	High correlation
`Bedtime` has 14 (25.0%) missing values	Missing
`SOL` has 14 (25.0%) missing values	Missing
`TST` has 14 (25.0%) missing values	Missing
`WASO` has 14 (25.0%) missing values	Missing
`Waketime` has 14 (25.0%) missing values	Missing
`TIB` has 14 (25.0%) missing values	Missing
`NOA` has 14 (25.0%) missing values	Missing
`LSD` has 14 (25.0%) missing values	Missing
`DSD` has 14 (25.0%) missing values	Missing
`REMSD` has 14 (25.0%) missing values	Missing
`ARR` has 14 (25.0%) missing values	Missing
`SS` has 14 (25.0%) missing values	Missing
`MS` has 14 (25.0%) missing values	Missing
`BS` has 14 (25.0%) missing values	Missing
`SE` has 14 (25.0%) missing values	Missing
`SMI` has 14 (25.0%) missing values	Missing
`AI` has 14 (25.0%) missing values	Missing
`REMP` has 14 (25.0%) missing values	Missing
`SWSP` has 14 (25.0%) missing values	Missing
`Onset` has 14 (25.0%) missing values	Missing
`Offset` has 14 (25.0%) missing values	Missing
`TSDP` has 14 (25.0%) missing values	Missing
`Midpoint` has 14 (25.0%) missing values	Missing
`SleepRegularity` has 6 (10.7%) missing values	Missing
`df_index` is uniformly distributed	Uniform
`Day` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`Date` has unique values	Unique
`df_index` has 1 (1.8%) zeros	Zeros
`IsWeekend` has 40 (71.4%) zeros	Zeros

Reproduction

Analysis started	2022-11-29 10:10:36.908394
Analysis finished	2022-11-29 10:12:07.417687
Duration	1 minute and 30.51 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE
ZEROS

Distinct	56
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.5

Minimum	0
Maximum	55
Zeros	1
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	0
5-th percentile	2.75
Q1	13.75
median	27.5
Q3	41.25
95-th percentile	52.25
Maximum	55
Range	55
Interquartile range (IQR)	27.5

Descriptive statistics

Standard deviation	16.30950643
Coefficient of variation (CV)	0.5930729611
Kurtosis	-1.2
Mean	27.5
Median Absolute Deviation (MAD)	14
Skewness	0
Sum	1540
Variance	266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	1.8%
1	1	1.8%
20	1	1.8%
21	1	1.8%
52	1	1.8%
22	1	1.8%
23	1	1.8%
24	1	1.8%
25	1	1.8%
26	1	1.8%
Other values (46)	46	82.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	1.8%
1	1	1.8%
2	1	1.8%
3	1	1.8%
4	1	1.8%
5	1	1.8%
6	1	1.8%
7	1	1.8%
8	1	1.8%
9	1	1.8%

Value	Count	Frequency (%)
55	1	1.8%
54	1	1.8%
53	1	1.8%
52	1	1.8%
51	1	1.8%
50	1	1.8%
49	1	1.8%
48	1	1.8%
47	1	1.8%
46	1	1.8%

Date
Date

HIGH CORRELATION
UNIQUE

Distinct	56
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	576.0 B

Minimum	2022-10-01 00:00:00
Maximum	2022-11-25 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Bedtime
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.52193122

Minimum	21.44611111
Maximum	26.335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	21.44611111
5-th percentile	22.28068055
Q1	22.96395834
median	23.38222222
Q3	24.165
95-th percentile	24.75118056
Maximum	26.335
Range	4.88888889
Interquartile range (IQR)	1.201041668

Descriptive statistics

Standard deviation	1.001098779
Coefficient of variation (CV)	0.042560229
Kurtosis	1.10699285
Mean	23.52193122
Median Absolute Deviation (MAD)	0.60013889
Skewness	0.7312767807
Sum	987.9211111
Variance	1.002198766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
23.06277778	1	1.8%
26.16333333	1	1.8%
24.49388889	1	1.8%
24.30888889	1	1.8%
24.67333333	1	1.8%
23.27583333	1	1.8%
22.67222222	1	1.8%
24.24166667	1	1.8%
23.83694444	1	1.8%
23.11027778	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21.44611111	1	1.8%
22.17861111	1	1.8%
22.27972222	1	1.8%
22.29888889	1	1.8%
22.33722222	1	1.8%
22.38722222	1	1.8%
22.57166667	1	1.8%
22.64222222	1	1.8%
22.67222222	1	1.8%
22.73472222	1	1.8%

Value	Count	Frequency (%)
26.335	1	1.8%
26.16333333	1	1.8%
24.75527778	1	1.8%
24.67333333	1	1.8%
24.67	1	1.8%
24.62861111	1	1.8%
24.5075	1	1.8%
24.49388889	1	1.8%
24.33166667	1	1.8%
24.30888889	1	1.8%

SOL
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	30
Distinct (%)	71.4%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.57142857

Minimum	5
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	5
5-th percentile	7.05
Q1	11.25
median	18.5
Q3	33.75
95-th percentile	50.9
Maximum	79
Range	74
Interquartile range (IQR)	22.5

Descriptive statistics

Standard deviation	16.15042529
Coefficient of variation (CV)	0.6851695576
Kurtosis	2.032858108
Mean	23.57142857
Median Absolute Deviation (MAD)	9
Skewness	1.335130339
Sum	990
Variance	260.8362369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
8	5	8.9%
18	3	5.4%
21	2	3.6%
17	2	3.6%
15	2	3.6%
5	2	3.6%
19	2	3.6%
10	2	3.6%
16	1	1.8%
27	1	1.8%
Other values (20)	20	35.7%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	2	3.6%
7	1	1.8%
8	5	8.9%
10	2	3.6%
11	1	1.8%
12	1	1.8%
13	1	1.8%
15	2	3.6%
16	1	1.8%
17	2	3.6%

Value	Count	Frequency (%)
79	1	1.8%
55	1	1.8%
51	1	1.8%
49	1	1.8%
46	1	1.8%
41	1	1.8%
40	1	1.8%
39	1	1.8%
36	1	1.8%
35	1	1.8%

TST
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	40
Distinct (%)	95.2%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	418.0952381

Minimum	258
Maximum	565
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	258
5-th percentile	349.85
Q1	387.75
median	422
Q3	444
95-th percentile	464.85
Maximum	565
Range	307
Interquartile range (IQR)	56.25

Descriptive statistics

Standard deviation	49.90860404
Coefficient of variation (CV)	0.1193713764
Kurtosis	3.18452308
Mean	418.0952381
Median Absolute Deviation (MAD)	30
Skewness	-0.05149622304
Sum	17560
Variance	2490.868757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
455	2	3.6%
444	2	3.6%
429	1	1.8%
452	1	1.8%
371	1	1.8%
374	1	1.8%
340	1	1.8%
428	1	1.8%
465	1	1.8%
366	1	1.8%
Other values (30)	30	53.6%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
258	1	1.8%
340	1	1.8%
349	1	1.8%
366	1	1.8%
371	1	1.8%
374	1	1.8%
378	1	1.8%
379	1	1.8%
382	1	1.8%
385	1	1.8%

Value	Count	Frequency (%)
565	1	1.8%
534	1	1.8%
465	1	1.8%
462	1	1.8%
461	1	1.8%
455	2	3.6%
454	1	1.8%
452	1	1.8%
447	1	1.8%
444	2	3.6%

WASO
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	73.8%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.26190476

Minimum	5
Maximum	104
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	5
5-th percentile	12.1
Q1	22.5
median	33.5
Q3	43
95-th percentile	68.05
Maximum	104
Range	99
Interquartile range (IQR)	20.5

Descriptive statistics

Standard deviation	19.1783154
Coefficient of variation (CV)	0.5438820033
Kurtosis	4.26140395
Mean	35.26190476
Median Absolute Deviation (MAD)	10
Skewness	1.613842173
Sum	1481
Variance	367.8077816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
31	3	5.4%
44	3	5.4%
39	2	3.6%
43	2	3.6%
18	2	3.6%
38	2	3.6%
36	2	3.6%
33	2	3.6%
50	2	3.6%
28	1	1.8%
Other values (21)	21	37.5%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	1.8%
8	1	1.8%
12	1	1.8%
14	1	1.8%
15	1	1.8%
18	2	3.6%
19	1	1.8%
20	1	1.8%
21	1	1.8%
22	1	1.8%

Value	Count	Frequency (%)
104	1	1.8%
91	1	1.8%
69	1	1.8%
50	2	3.6%
49	1	1.8%
46	1	1.8%
44	3	5.4%
43	2	3.6%
41	1	1.8%
39	2	3.6%

Waketime
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.52728836

Minimum	6.884722222
Maximum	9.631111111
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	6.884722222
5-th percentile	6.986236111
Q1	7.250138889
median	7.3625
Q3	7.587291667
95-th percentile	8.371347223
Maximum	9.631111111
Range	2.746388889
Interquartile range (IQR)	0.3371527775

Descriptive statistics

Standard deviation	0.5463621989
Coefficient of variation (CV)	0.07258419936
Kurtosis	5.92041869
Mean	7.52728836
Median Absolute Deviation (MAD)	0.18875
Skewness	2.230070842
Sum	316.1461111
Variance	0.2985116524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
7.529444445	1	1.8%
9.188333333	1	1.8%
7.660555556	1	1.8%
7.283888889	1	1.8%
7.931666667	1	1.8%
7.350833333	1	1.8%
7.505555556	1	1.8%
7.375	1	1.8%
7.145277778	1	1.8%
8.068611111	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.884722222	1	1.8%
6.941666667	1	1.8%
6.98	1	1.8%
7.104722222	1	1.8%
7.106666667	1	1.8%
7.119722222	1	1.8%
7.129444444	1	1.8%
7.145277778	1	1.8%
7.169166667	1	1.8%
7.178333333	1	1.8%

Value	Count	Frequency (%)
9.631111111	1	1.8%
9.188333333	1	1.8%
8.376666667	1	1.8%
8.270277778	1	1.8%
8.155277778	1	1.8%
8.068611111	1	1.8%
7.931666667	1	1.8%
7.759722222	1	1.8%
7.739166667	1	1.8%
7.660555556	1	1.8%

TIB
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	35
Distinct (%)	83.3%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	477.8095238

Minimum	314
Maximum	606
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	314
5-th percentile	404.1
Q1	444.5
median	484.5
Q3	514.75
95-th percentile	538.9
Maximum	606
Range	292
Interquartile range (IQR)	70.25

Descriptive statistics

Standard deviation	54.24346115
Coefficient of variation (CV)	0.1135252825
Kurtosis	1.082869109
Mean	477.8095238
Median Absolute Deviation (MAD)	36.5
Skewness	-0.3431798492
Sum	20068
Variance	2942.353078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
489	3	5.4%
535	2	3.6%
404	2	3.6%
484	2	3.6%
501	2	3.6%
530	2	3.6%
508	1	1.8%
438	1	1.8%
429	1	1.8%
418	1	1.8%
Other values (25)	25	44.6%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
314	1	1.8%
404	2	3.6%
406	1	1.8%
409	1	1.8%
418	1	1.8%
421	1	1.8%
427	1	1.8%
429	1	1.8%
438	1	1.8%
444	1	1.8%

Value	Count	Frequency (%)
606	1	1.8%
580	1	1.8%
539	1	1.8%
537	1	1.8%
535	2	3.6%
530	2	3.6%
522	1	1.8%
519	1	1.8%
517	1	1.8%
508	1	1.8%

NOA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	8
Distinct (%)	19.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.30952381

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	4
median	6
Q3	6
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.880426719
Coefficient of variation (CV)	0.3541610861
Kurtosis	-0.02402505015
Mean	5.30952381
Median Absolute Deviation (MAD)	1
Skewness	-0.3345700731
Sum	223
Variance	3.536004646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
6	15	26.8%
3	7	12.5%
5	5	8.9%
7	5	8.9%
4	4	7.1%
9	2	3.6%
8	2	3.6%
1	2	3.6%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	3.6%
3	7	12.5%
4	4	7.1%
5	5	8.9%
6	15	26.8%
7	5	8.9%
8	2	3.6%
9	2	3.6%

Value	Count	Frequency (%)
9	2	3.6%
8	2	3.6%
7	5	8.9%
6	15	26.8%
5	5	8.9%
4	4	7.1%
3	7	12.5%
1	2	3.6%

LSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	35
Distinct (%)	83.3%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	212.2619048

Minimum	90
Maximum	311
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	90
5-th percentile	155.4
Q1	191.25
median	208.5
Q3	232
95-th percentile	269.55
Maximum	311
Range	221
Interquartile range (IQR)	40.75

Descriptive statistics

Standard deviation	40.5114013
Coefficient of variation (CV)	0.1908557324
Kurtosis	1.634383696
Mean	212.2619048
Median Absolute Deviation (MAD)	21.5
Skewness	-0.05970310413
Sum	8915
Variance	1641.173635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
232	2	3.6%
220	2	3.6%
187	2	3.6%
192	2	3.6%
261	2	3.6%
203	2	3.6%
193	2	3.6%
214	1	1.8%
217	1	1.8%
186	1	1.8%
Other values (25)	25	44.6%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
90	1	1.8%
147	1	1.8%
155	1	1.8%
163	1	1.8%
179	1	1.8%
181	1	1.8%
185	1	1.8%
186	1	1.8%
187	2	3.6%
191	1	1.8%

Value	Count	Frequency (%)
311	1	1.8%
305	1	1.8%
270	1	1.8%
261	2	3.6%
253	1	1.8%
252	1	1.8%
251	1	1.8%
246	1	1.8%
234	1	1.8%
232	2	3.6%

DSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	34
Distinct (%)	81.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.8809524

Minimum	73
Maximum	201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	73
5-th percentile	80.6
Q1	112.25
median	125
Q3	145.75
95-th percentile	173.5
Maximum	201
Range	128
Interquartile range (IQR)	33.5

Descriptive statistics

Standard deviation	27.30157003
Coefficient of variation (CV)	0.2134920762
Kurtosis	0.3675117235
Mean	127.8809524
Median Absolute Deviation (MAD)	16.5
Skewness	0.3436772298
Sum	5371
Variance	745.3757259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
118	3	5.4%
132	2	3.6%
111	2	3.6%
147	2	3.6%
115	2	3.6%
126	2	3.6%
164	2	3.6%
133	1	1.8%
201	1	1.8%
113	1	1.8%
Other values (24)	24	42.9%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
73	1	1.8%
79	1	1.8%
80	1	1.8%
92	1	1.8%
95	1	1.8%
102	1	1.8%
103	1	1.8%
105	1	1.8%
111	2	3.6%
112	1	1.8%

Value	Count	Frequency (%)
201	1	1.8%
181	1	1.8%
174	1	1.8%
164	2	3.6%
159	1	1.8%
152	1	1.8%
149	1	1.8%
147	2	3.6%
146	1	1.8%
145	1	1.8%

REMSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	32
Distinct (%)	76.2%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	77.42857143

Minimum	26
Maximum	133
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	26
5-th percentile	31.8
Q1	66.5
median	77
Q3	92
95-th percentile	113.85
Maximum	133
Range	107
Interquartile range (IQR)	25.5

Descriptive statistics

Standard deviation	23.89217941
Coefficient of variation (CV)	0.3085705828
Kurtosis	0.2623818722
Mean	77.42857143
Median Absolute Deviation (MAD)	14
Skewness	-0.04718138304
Sum	3252
Variance	570.8362369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
75	3	5.4%
82	3	5.4%
72	3	5.4%
96	2	3.6%
87	2	3.6%
52	2	3.6%
78	2	3.6%
68	1	1.8%
95	1	1.8%
28	1	1.8%
Other values (22)	22	39.3%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26	1	1.8%
28	1	1.8%
31	1	1.8%
47	1	1.8%
49	1	1.8%
52	2	3.6%
55	1	1.8%
56	1	1.8%
60	1	1.8%
66	1	1.8%

Value	Count	Frequency (%)
133	1	1.8%
126	1	1.8%
114	1	1.8%
111	1	1.8%
106	1	1.8%
101	1	1.8%
99	1	1.8%
96	2	3.6%
95	1	1.8%
93	1	1.8%

ARR
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	36
Distinct (%)	85.7%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.92285714

Minimum	13.25
Maximum	15.19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	13.25
5-th percentile	13.423
Q1	13.7025
median	13.87
Q3	14.1325
95-th percentile	14.399
Maximum	15.19
Range	1.94
Interquartile range (IQR)	0.43

Descriptive statistics

Standard deviation	0.3750270606
Coefficient of variation (CV)	0.02693607043
Kurtosis	2.466989636
Mean	13.92285714
Median Absolute Deviation (MAD)	0.215
Skewness	1.102607739
Sum	584.76
Variance	0.1406452962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
13.75	3	5.4%
14.15	2	3.6%
13.82	2	3.6%
14.07	2	3.6%
13.88	2	3.6%
13.86	1	1.8%
13.33	1	1.8%
14.08	1	1.8%
13.25	1	1.8%
13.59	1	1.8%
Other values (26)	26	46.4%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13.25	1	1.8%
13.33	1	1.8%
13.42	1	1.8%
13.48	1	1.8%
13.55	1	1.8%
13.57	1	1.8%
13.58	1	1.8%
13.59	1	1.8%
13.65	1	1.8%
13.68	1	1.8%

Value	Count	Frequency (%)
15.19	1	1.8%
14.85	1	1.8%
14.4	1	1.8%
14.38	1	1.8%
14.32	1	1.8%
14.31	1	1.8%
14.24	1	1.8%
14.16	1	1.8%
14.15	2	3.6%
14.14	1	1.8%

SS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	21
Distinct (%)	50.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.11904762

Minimum	59
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	59
5-th percentile	75.1
Q1	81.25
median	85.5
Q3	90
95-th percentile	92.95
Maximum	96
Range	37
Interquartile range (IQR)	8.75

Descriptive statistics

Standard deviation	6.707121737
Coefficient of variation (CV)	0.07879695467
Kurtosis	4.297785158
Mean	85.11904762
Median Absolute Deviation (MAD)	4.5
Skewness	-1.501309979
Sum	3575
Variance	44.985482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
85	5	8.9%
90	4	7.1%
81	3	5.4%
88	3	5.4%
91	3	5.4%
89	3	5.4%
92	2	3.6%
83	2	3.6%
79	2	3.6%
84	2	3.6%
Other values (11)	13	23.2%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
59	1	1.8%
74	1	1.8%
75	1	1.8%
77	2	3.6%
79	2	3.6%
80	1	1.8%
81	3	5.4%
82	1	1.8%
83	2	3.6%
84	2	3.6%

Value	Count	Frequency (%)
96	1	1.8%
94	1	1.8%
93	1	1.8%
92	2	3.6%
91	3	5.4%
90	4	7.1%
89	3	5.4%
88	3	5.4%
87	2	3.6%
86	1	1.8%

MS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	27
Distinct (%)	64.3%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.69047619

Minimum	50
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	50
5-th percentile	55.35
Q1	73.75
median	82.5
Q3	88.5
95-th percentile	93.9
Maximum	99
Range	49
Interquartile range (IQR)	14.75

Descriptive statistics

Standard deviation	11.49016142
Coefficient of variation (CV)	0.1441848759
Kurtosis	0.3946954007
Mean	79.69047619
Median Absolute Deviation (MAD)	6.5
Skewness	-0.8781306939
Sum	3347
Variance	132.0238095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
83	4	7.1%
90	3	5.4%
87	2	3.6%
85	2	3.6%
92	2	3.6%
77	2	3.6%
94	2	3.6%
71	2	3.6%
78	2	3.6%
80	2	3.6%
Other values (17)	19	33.9%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	1	1.8%
53	1	1.8%
55	1	1.8%
62	1	1.8%
64	1	1.8%
66	1	1.8%
68	1	1.8%
69	1	1.8%
71	2	3.6%
73	1	1.8%

Value	Count	Frequency (%)
99	1	1.8%
94	2	3.6%
92	2	3.6%
91	1	1.8%
90	3	5.4%
89	2	3.6%
87	2	3.6%
86	1	1.8%
85	2	3.6%
84	1	1.8%

BS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	21
Distinct (%)	50.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.42857143

Minimum	72
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	72
5-th percentile	74.2
Q1	83.25
median	86.5
Q3	90.75
95-th percentile	94.95
Maximum	98
Range	26
Interquartile range (IQR)	7.5

Descriptive statistics

Standard deviation	5.873225138
Coefficient of variation (CV)	0.06795467102
Kurtosis	0.2144955193
Mean	86.42857143
Median Absolute Deviation (MAD)	3.5
Skewness	-0.4441573926
Sum	3630
Variance	34.49477352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
84	4	7.1%
91	4	7.1%
88	4	7.1%
86	3	5.4%
85	3	5.4%
90	3	5.4%
83	3	5.4%
87	2	3.6%
81	2	3.6%
74	2	3.6%
Other values (11)	12	21.4%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
72	1	1.8%
74	2	3.6%
78	1	1.8%
79	1	1.8%
81	2	3.6%
82	1	1.8%
83	3	5.4%
84	4	7.1%
85	3	5.4%
86	3	5.4%

Value	Count	Frequency (%)
98	1	1.8%
96	1	1.8%
95	1	1.8%
94	2	3.6%
93	1	1.8%
92	1	1.8%
91	4	7.1%
90	3	5.4%
89	1	1.8%
88	4	7.1%

SE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	41
Distinct (%)	97.6%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.52214286

Minimum	77.08
Maximum	96.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	77.08
5-th percentile	81.904
Q1	85.42
median	87.815
Q3	89.4475
95-th percentile	93.388
Maximum	96.2
Range	19.12
Interquartile range (IQR)	4.0275

Descriptive statistics

Standard deviation	3.734642397
Coefficient of variation (CV)	0.04267082906
Kurtosis	0.7401946953
Mean	87.52214286
Median Absolute Deviation (MAD)	2.105
Skewness	-0.1548241864
Sum	3675.93
Variance	13.94755383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
85.71	2	3.6%
89.57	1	1.8%
88.62	1	1.8%
86.48	1	1.8%
89.47	1	1.8%
84.16	1	1.8%
88.43	1	1.8%
87.74	1	1.8%
87.21	1	1.8%
84.54	1	1.8%
Other values (31)	31	55.4%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
77.08	1	1.8%
81.03	1	1.8%
81.89	1	1.8%
82.17	1	1.8%
83.77	1	1.8%
84.05	1	1.8%
84.16	1	1.8%
84.43	1	1.8%
84.54	1	1.8%
85.05	1	1.8%

Value	Count	Frequency (%)
96.2	1	1.8%
93.56	1	1.8%
93.39	1	1.8%
93.35	1	1.8%
93.23	1	1.8%
92.07	1	1.8%
91.05	1	1.8%
90.42	1	1.8%
89.78	1	1.8%
89.57	1	1.8%

SMI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	91.59987675

Minimum	78.23470411
Maximum	98.17158931
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	78.23470411
5-th percentile	84.2258906
Q1	90.25370832
median	91.80815914
Q3	94.59567142
95-th percentile	96.39278025
Maximum	98.17158931
Range	19.9368852
Interquartile range (IQR)	4.3419631

Descriptive statistics

Standard deviation	3.971634268
Coefficient of variation (CV)	0.04335851104
Kurtosis	2.482145407
Mean	91.59987675
Median Absolute Deviation (MAD)	1.884034441
Skewness	-1.186582767
Sum	3847.194824
Variance	15.77387876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
93.42915813	1	1.8%
97.70808198	1	1.8%
87.91469195	1	1.8%
90.44740025	1	1.8%
95.37166895	1	1.8%
90.20021071	1	1.8%
91.35559919	1	1.8%
92.89340106	1	1.8%
90.41420112	1	1.8%
88.93241922	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
78.23470411	1	1.8%
82.21574342	1	1.8%
84.1761827	1	1.8%
85.17034067	1	1.8%
87.91469195	1	1.8%
88.93241922	1	1.8%
89.017341	1	1.8%
89.25459824	1	1.8%
89.92248062	1	1.8%
89.92576878	1	1.8%

Value	Count	Frequency (%)
98.17158931	1	1.8%
97.70808198	1	1.8%
96.40449433	1	1.8%
96.17021279	1	1.8%
95.76271181	1	1.8%
95.58638088	1	1.8%
95.37166895	1	1.8%
95.14563106	1	1.8%
95.12459373	1	1.8%
95.09433963	1	1.8%

AI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	35
Distinct (%)	83.3%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7692857143

Minimum	0.15
Maximum	1.27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	0.15
5-th percentile	0.401
Q1	0.5325
median	0.8
Q3	0.965
95-th percentile	1.1695
Maximum	1.27
Range	1.12
Interquartile range (IQR)	0.4325

Descriptive statistics

Standard deviation	0.2839047664
Coefficient of variation (CV)	0.3690498356
Kurtosis	-0.6600838039
Mean	0.7692857143
Median Absolute Deviation (MAD)	0.23
Skewness	-0.282510395
Sum	32.31
Variance	0.08060191638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0.79	3	5.4%
0.81	3	5.4%
0.42	2	3.6%
1.12	2	3.6%
1.17	2	3.6%
0.47	1	1.8%
0.17	1	1.8%
0.54	1	1.8%
0.87	1	1.8%
0.15	1	1.8%
Other values (25)	25	44.6%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.15	1	1.8%
0.17	1	1.8%
0.4	1	1.8%
0.42	2	3.6%
0.43	1	1.8%
0.44	1	1.8%
0.45	1	1.8%
0.46	1	1.8%
0.47	1	1.8%
0.53	1	1.8%

Value	Count	Frequency (%)
1.27	1	1.8%
1.17	2	3.6%
1.16	1	1.8%
1.13	1	1.8%
1.12	2	3.6%
1.09	1	1.8%
1.03	1	1.8%
0.98	1	1.8%
0.97	1	1.8%
0.95	1	1.8%

REMP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.53571429

Minimum	5.63
Maximum	31.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	5.63
5-th percentile	7.7395
Q1	16.46
median	19.095
Q3	21.4575
95-th percentile	25.203
Maximum	31.11
Range	25.48
Interquartile range (IQR)	4.9975

Descriptive statistics

Standard deviation	5.083536863
Coefficient of variation (CV)	0.274256324
Kurtosis	1.23741906
Mean	18.53571429
Median Absolute Deviation (MAD)	2.595
Skewness	-0.5775905269
Sum	778.5
Variance	25.84234704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
19.56	1	1.8%
31.11	1	1.8%
14.02	1	1.8%
20.05	1	1.8%
24.12	1	1.8%
22.2	1	1.8%
6.02	1	1.8%
16.39	1	1.8%
13.61	1	1.8%
19.16	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.63	1	1.8%
6.02	1	1.8%
7.54	1	1.8%
11.53	1	1.8%
12.05	1	1.8%
13.61	1	1.8%
14.02	1	1.8%
14.29	1	1.8%
16.1	1	1.8%
16.39	1	1.8%

Value	Count	Frequency (%)
31.11	1	1.8%
25.68	1	1.8%
25.26	1	1.8%
24.12	1	1.8%
23.71	1	1.8%
23.54	1	1.8%
23.01	1	1.8%
22.91	1	1.8%
22.2	1	1.8%
21.71	1	1.8%

SWSP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.66809524

Minimum	19.95
Maximum	43.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	19.95
5-th percentile	21.155
Q1	27.18
median	31.175
Q3	34.7775
95-th percentile	39.5125
Maximum	43.02
Range	23.07
Interquartile range (IQR)	7.5975

Descriptive statistics

Standard deviation	5.732200122
Coefficient of variation (CV)	0.1869108622
Kurtosis	-0.5834010547
Mean	30.66809524
Median Absolute Deviation (MAD)	3.765
Skewness	-0.1583005643
Sum	1288.06
Variance	32.85811823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
33.41	1	1.8%
32.59	1	1.8%
33.42	1	1.8%
28.07	1	1.8%
23.24	1	1.8%
34.35	1	1.8%
27.1	1	1.8%
19.95	1	1.8%
37.17	1	1.8%
36.12	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19.95	1	1.8%
20.67	1	1.8%
21.15	1	1.8%
21.25	1	1.8%
22.1	1	1.8%
22.97	1	1.8%
23.24	1	1.8%
24.01	1	1.8%
24.3	1	1.8%
27.06	1	1.8%

Value	Count	Frequency (%)
43.02	1	1.8%
39.78	1	1.8%
39.61	1	1.8%
37.66	1	1.8%
37.5	1	1.8%
37.17	1	1.8%
36.12	1	1.8%
35.58	1	1.8%
35.01	1	1.8%
34.95	1	1.8%

Onset
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.91478836

Minimum	21.74611111
Maximum	26.46833333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	21.74611111
5-th percentile	22.71227778
Q1	23.41659722
median	23.74944444
Q3	24.36979167
95-th percentile	25.96983333
Maximum	26.46833333
Range	4.722222223
Interquartile range (IQR)	0.9531944433

Descriptive statistics

Standard deviation	0.9677682547
Coefficient of variation (CV)	0.04046735602
Kurtosis	1.144249102
Mean	23.91478836
Median Absolute Deviation (MAD)	0.3493055517
Skewness	0.7761990499
Sum	1004.421111
Variance	0.9365753947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
23.41277778	1	1.8%
26.28	1	1.8%
24.62722222	1	1.8%
24.39222222	1	1.8%
25.99	1	1.8%
23.4425	1	1.8%
23.02222222	1	1.8%
24.80833334	1	1.8%
24.10361111	1	1.8%
23.56027778	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21.74611111	1	1.8%
22.52972222	1	1.8%
22.70388889	1	1.8%
22.87166667	1	1.8%
22.94888889	1	1.8%
22.99527778	1	1.8%
23.00388889	1	1.8%
23.02222222	1	1.8%
23.405	1	1.8%
23.40888889	1	1.8%

Value	Count	Frequency (%)
26.46833333	1	1.8%
26.28	1	1.8%
25.99	1	1.8%
25.58666667	1	1.8%
25.03861111	1	1.8%
24.80833334	1	1.8%
24.71194444	1	1.8%
24.64083333	1	1.8%
24.62722222	1	1.8%
24.49833334	1	1.8%

Offset
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.52728836

Minimum	6.884722222
Maximum	9.631111111
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	6.884722222
5-th percentile	6.986236111
Q1	7.250138889
median	7.3625
Q3	7.587291667
95-th percentile	8.371347223
Maximum	9.631111111
Range	2.746388889
Interquartile range (IQR)	0.3371527775

Descriptive statistics

Standard deviation	0.5463621989
Coefficient of variation (CV)	0.07258419936
Kurtosis	5.92041869
Mean	7.52728836
Median Absolute Deviation (MAD)	0.18875
Skewness	2.230070842
Sum	316.1461111
Variance	0.2985116524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
7.529444445	1	1.8%
9.188333333	1	1.8%
7.660555556	1	1.8%
7.283888889	1	1.8%
7.931666667	1	1.8%
7.350833333	1	1.8%
7.505555556	1	1.8%
7.375	1	1.8%
7.145277778	1	1.8%
8.068611111	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.884722222	1	1.8%
6.941666667	1	1.8%
6.98	1	1.8%
7.104722222	1	1.8%
7.106666667	1	1.8%
7.119722222	1	1.8%
7.129444444	1	1.8%
7.145277778	1	1.8%
7.169166667	1	1.8%
7.178333333	1	1.8%

Value	Count	Frequency (%)
9.631111111	1	1.8%
9.188333333	1	1.8%
8.376666667	1	1.8%
8.270277778	1	1.8%
8.155277778	1	1.8%
8.068611111	1	1.8%
7.931666667	1	1.8%
7.759722222	1	1.8%
7.739166667	1	1.8%
7.660555556	1	1.8%

TSDP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	456.75

Minimum	306.5
Maximum	587.4999999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	306.5
5-th percentile	358.3750002
Q1	423.6250002
median	460.2499999
Q3	486.8749999
95-th percentile	516.4000001
Maximum	587.4999999
Range	280.9999998
Interquartile range (IQR)	63.24999969

Descriptive statistics

Standard deviation	53.40003768
Coefficient of variation (CV)	0.1169130546
Kurtosis	1.094304445
Mean	456.75
Median Absolute Deviation (MAD)	34.00000013
Skewness	-0.3266015679
Sum	19183.5
Variance	2851.564024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
486.9999999	1	1.8%
414.5000002	1	1.8%
422	1	1.8%
413.4999999	1	1.8%
356.5000002	1	1.8%
474.5000002	1	1.8%
509.0000002	1	1.8%
393.9999998	1	1.8%
422.5000003	1	1.8%
510.4999999	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
306.5	1	1.8%
355.5	1	1.8%
356.5000002	1	1.8%
393.9999998	1	1.8%
396.4999998	1	1.8%
397.5	1	1.8%
412	1	1.8%
413.4999999	1	1.8%
414.5000002	1	1.8%
422	1	1.8%

Value	Count	Frequency (%)
587.4999999	1	1.8%
563	1	1.8%
516.5000001	1	1.8%
514.5000001	1	1.8%
510.4999999	1	1.8%
509.0000002	1	1.8%
499.9999999	1	1.8%
499	1	1.8%
498.5	1	1.8%
495.0000001	1	1.8%

Midpoint
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	100.0%
Missing	14
Missing (%)	25.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.130257937

Minimum	3.604166669
Maximum	5.734166665
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	3.604166669
5-th percentile	3.652916668
Q1	3.828263888
median	4.035416668
Q3	4.251041666
95-th percentile	4.957583332
Maximum	5.734166665
Range	2.129999996
Interquartile range (IQR)	0.4227777785

Descriptive statistics

Standard deviation	0.4366779209
Coefficient of variation (CV)	0.1057265497
Kurtosis	3.465545474
Mean	4.130257937
Median Absolute Deviation (MAD)	0.2145833337
Skewness	1.6634974
Sum	173.4708333
Variance	0.1906876066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
4.058333332	1	1.8%
5.734166665	1	1.8%
4.14388889	1	1.8%
3.838055556	1	1.8%
4.960833332	1	1.8%
3.954166668	1	1.8%
4.241666668	1	1.8%
4.091666668	1	1.8%
3.624444442	1	1.8%
4.254166665	1	1.8%
Other values (32)	32	57.1%
(Missing)	14	25.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.604166669	1	1.8%
3.624444442	1	1.8%
3.650000001	1	1.8%
3.708333335	1	1.8%
3.735833334	1	1.8%
3.741666665	1	1.8%
3.7625	1	1.8%
3.802500002	1	1.8%
3.808055558	1	1.8%
3.808333334	1	1.8%

Value	Count	Frequency (%)
5.734166665	1	1.8%
5.0225	1	1.8%
4.960833332	1	1.8%
4.895833332	1	1.8%
4.691666667	1	1.8%
4.596944446	1	1.8%
4.549166667	1	1.8%
4.491111111	1	1.8%
4.304166668	1	1.8%
4.287500001	1	1.8%

Day
Categorical

HIGH CORRELATION
UNIFORM

Distinct	7
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Memory size	540.0 B

Monday	8
Tuesday	8
Wednesday	8
Thursday	8
Friday	8
Other values (2)	16

Length

Max length	9
Median length	7
Mean length	7.142857143
Min length	6

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Saturday
2nd row	Sunday
3rd row	Monday
4th row	Tuesday
5th row	Wednesday

Common Values

Value	Count	Frequency (%)
Monday	8	14.3%
Tuesday	8	14.3%
Wednesday	8	14.3%
Thursday	8	14.3%
Friday	8	14.3%
Saturday	8	14.3%
Sunday	8	14.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
monday	8	14.3%
tuesday	8	14.3%
wednesday	8	14.3%
thursday	8	14.3%
friday	8	14.3%
saturday	8	14.3%
sunday	8	14.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

IsWeekend
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2857142857

Minimum	0
Maximum	1
Zeros	40
Zeros (%)	71.4%
Negative	0
Negative (%)	0.0%
Memory size	352.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4558423058
Coefficient of variation (CV)	1.59544807
Kurtosis	-1.089622642
Mean	0.2857142857
Median Absolute Deviation (MAD)	0
Skewness	0.974996043
Sum	16
Variance	0.2077922078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	40	71.4%
1	16	28.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40	71.4%
1	16	28.6%

Value	Count	Frequency (%)
1	16	28.6%
0	40	71.4%

SleepRegularity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	47
Distinct (%)	94.0%
Missing	6
Missing (%)	10.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.401845315

Minimum	0.1422780931
Maximum	0.889335217
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	0.1422780931
5-th percentile	0.150398591
Q1	0.2214734754
median	0.4097403968
Q3	0.5070227014
95-th percentile	0.7547294699
Maximum	0.889335217
Range	0.7470571239
Interquartile range (IQR)	0.2855492259

Descriptive statistics

Standard deviation	0.2003516365
Coefficient of variation (CV)	0.4985790031
Kurtosis	-0.5694264946
Mean	0.401845315
Median Absolute Deviation (MAD)	0.170072649
Skewness	0.5913074966
Sum	20.09226575
Variance	0.04014077826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.2410098835	2	3.6%
0.1422780931	2	3.6%
0.6276847889	2	3.6%
0.2363535192	1	1.8%
0.2694293095	1	1.8%
0.5551159829	1	1.8%
0.4315840992	1	1.8%
0.4056674368	1	1.8%
0.3720452169	1	1.8%
0.4234215074	1	1.8%
Other values (37)	37	66.1%
(Missing)	6	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1422780931	2	3.6%
0.1431499162	1	1.8%
0.1592580824	1	1.8%
0.1760484467	1	1.8%
0.193029042	1	1.8%
0.1951032501	1	1.8%
0.1954804748	1	1.8%
0.1978179588	1	1.8%
0.2035790877	1	1.8%
0.2043111741	1	1.8%

Value	Count	Frequency (%)
0.889335217	1	1.8%
0.7730704916	1	1.8%
0.7560584805	1	1.8%
0.7531051236	1	1.8%
0.7321257184	1	1.8%
0.7313078384	1	1.8%
0.7112970825	1	1.8%
0.6276847889	2	3.6%
0.5765785497	1	1.8%
0.5551159829	1	1.8%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	Date	Bedtime	SOL	TST	WASO	Waketime	TIB	NOA	LSD	DSD	REMSD	ARR	SS	MS	BS	SE	SMI	AI	REMP	SWSP	Onset	Offset	TSDP	Midpoint	Day	IsWeekend	SleepRegularity
0	0	2022-10-01	23.062778	21.0	455.0	32.0	7.529444	508.0	6.0	214.0	152.0	89.0	13.86	92.0	87.0	92.0	89.57	93.429158	0.79	19.56	33.41	23.412778	7.529444	487.0	4.058333	Saturday	1	NaN
1	1	2022-10-02	22.387222	19.0	461.0	50.0	7.312222	535.0	9.0	252.0	112.0	96.0	13.82	92.0	94.0	83.0	86.17	89.254598	1.17	20.82	24.30	22.703889	7.312222	516.5	4.304167	Sunday	1	NaN
2	2	2022-10-03	22.571667	18.0	447.0	31.0	6.980000	504.0	6.0	246.0	95.0	106.0	14.11	91.0	91.0	79.0	88.69	91.880781	0.81	23.71	21.25	22.871667	6.980000	486.5	4.054167	Monday	0	0.143150
3	3	2022-10-04	22.734722	51.0	411.0	22.0	6.884722	489.0	3.0	253.0	126.0	31.0	14.15	79.0	53.0	87.0	84.05	93.835616	0.44	7.54	30.66	23.584722	6.884722	438.0	3.650000	Tuesday	0	0.270951
4	4	2022-10-05	24.507500	8.0	378.0	18.0	7.265833	404.0	6.0	185.0	118.0	74.0	14.85	85.0	83.0	85.0	93.56	95.094340	0.95	19.58	31.22	24.640833	7.265833	397.5	3.953333	Wednesday	0	0.236354
5	5	2022-10-06	22.279722	15.0	423.0	91.0	7.104722	522.0	4.0	220.0	116.0	87.0	13.95	81.0	82.0	84.0	81.03	82.215743	0.57	20.57	27.42	22.529722	7.104722	514.5	4.287500	Thursday	0	0.241010
6	42	2022-10-07	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Friday	0	0.241010
7	43	2022-10-08	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Saturday	1	0.269429
8	6	2022-10-09	23.134722	33.0	443.0	38.0	7.759722	517.0	6.0	206.0	141.0	96.0	14.31	90.0	89.0	90.0	85.69	91.434469	0.81	21.67	31.83	23.684722	7.759722	484.5	4.037500	Sunday	1	0.230007
9	7	2022-10-10	23.724167	13.0	421.0	36.0	7.590833	471.0	6.0	192.0	147.0	81.0	14.24	88.0	80.0	91.0	89.38	91.721133	0.86	19.24	34.92	23.940833	7.590833	459.0	3.825000	Monday	0	0.238326

Last rows

	df_index	Date	Bedtime	SOL	TST	WASO	Waketime	TIB	NOA	LSD	DSD	REMSD	ARR	SS	MS	BS	SE	SMI	AI	REMP	SWSP	Onset	Offset	TSDP	Midpoint	Day	IsWeekend	SleepRegularity
46	34	2022-11-16	22.642222	46.0	444.0	39.0	7.475556	530.0	4.0	227.0	102.0	114.0	13.84	85.0	92.0	81.0	83.77	91.735537	0.54	25.68	22.97	23.408889	7.475556	484.0	4.033333	Wednesday	0	0.756058
47	54	2022-11-17	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Thursday	0	0.773070
48	55	2022-11-18	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Friday	0	0.889335
49	35	2022-11-19	24.670000	55.0	349.0	5.0	7.511667	409.0	1.0	163.0	113.0	72.0	15.19	77.0	86.0	84.0	85.33	98.171589	0.17	20.63	32.38	25.586667	7.511667	355.5	4.549167	Saturday	1	0.301023
50	36	2022-11-20	23.522778	19.0	565.0	20.0	9.631111	606.0	4.0	230.0	201.0	133.0	14.07	96.0	99.0	98.0	93.23	96.170213	0.42	23.54	35.58	23.839444	9.631111	587.5	4.895833	Sunday	1	0.438619
51	37	2022-11-21	24.331667	10.0	379.0	14.0	7.106667	406.0	3.0	191.0	118.0	69.0	13.57	83.0	76.0	85.0	93.35	95.586381	0.47	18.21	31.13	24.498333	7.106667	396.5	3.802500	Monday	0	0.470843
52	38	2022-11-22	23.394444	12.0	452.0	18.0	7.461111	484.0	3.0	232.0	133.0	86.0	14.38	93.0	87.0	88.0	93.39	95.762712	0.40	19.03	29.42	23.594444	7.461111	472.0	3.933333	Tuesday	0	0.462013
53	39	2022-11-23	23.156944	41.0	429.0	15.0	7.256944	486.0	3.0	251.0	103.0	75.0	13.76	85.0	78.0	81.0	88.27	96.404494	0.42	17.48	24.01	23.840278	7.256944	445.0	3.708333	Wednesday	0	0.518290
54	40	2022-11-24	23.758056	20.0	410.0	34.0	7.524722	466.0	8.0	229.0	115.0	66.0	14.40	87.0	80.0	84.0	87.98	91.928251	1.17	16.10	28.05	24.091389	7.524722	446.0	3.808056	Thursday	0	0.487533
55	41	2022-11-25	23.215833	18.0	424.0	46.0	7.374167	489.0	5.0	187.0	159.0	78.0	13.82	88.0	84.0	93.0	86.71	89.925769	0.71	18.40	37.50	23.515833	7.374167	471.5	3.929167	Friday	0	0.450635

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows